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Table 6 Detailed results of SVM without feature selection (SVM_FF)

From: Identification of protein functions using a machine-learning approach based on sequence-derived properties

Protein class

Sensitivity

Specificity

F-measure

MCC

Transport

31.54

100

0.48

0.46

Transcription

71.08

98.81

0.83

0.73

Translation

81.25

100

0.90

0.9

Gluconate utilisation

85.71

100

0.92

0.92

Amino acid biosynthesis

39.45

100

0.57

0.53

Fatty acid metabolism

30.86

100

0.47

0.52

Acetylcholine receptor inhibitor

100

99.51

0.95

0.95

G-protein coupled receptor

38.02

100

0.55

0.53

Guanine nucleotide-releasing factor

82.86

100

0.91

0.9

Fibre protein

83.33

100

0.91

0.91

Transmembrane

41.26

100

0.58

0.56

  1. MCC: Matthew's correlation coefficient